diff --git a/planner/core/stats.go b/planner/core/stats.go
index b91a9266340ed..0e466add5c7a6 100644
--- a/planner/core/stats.go
+++ b/planner/core/stats.go
@@ -67,7 +67,7 @@ func (p *LogicalMemTable) DeriveStats(_ []*property.StatsInfo, selfSchema *expre
 	stats := &property.StatsInfo{
 		RowCount:     float64(statsTable.Count),
 		ColNDVs:      make(map[int64]float64, len(p.TableInfo.Columns)),
-		HistColl:     statsTable.GenerateHistCollFromColumnInfo(p.TableInfo.Columns, p.schema.Columns),
+		HistColl:     statsTable.GenerateHistCollFromColumnInfo(p.TableInfo, p.schema.Columns),
 		StatsVersion: statistics.PseudoVersion,
 	}
 	for _, col := range selfSchema.Columns {
@@ -256,7 +256,7 @@ func (ds *DataSource) initStats(colGroups [][]*expression.Column) {
 	tableStats := &property.StatsInfo{
 		RowCount:     float64(ds.statisticTable.Count),
 		ColNDVs:      make(map[int64]float64, ds.schema.Len()),
-		HistColl:     ds.statisticTable.GenerateHistCollFromColumnInfo(ds.Columns, ds.schema.Columns),
+		HistColl:     ds.statisticTable.GenerateHistCollFromColumnInfo(ds.tableInfo, ds.schema.Columns),
 		StatsVersion: ds.statisticTable.Version,
 	}
 	if ds.statisticTable.Pseudo {
diff --git a/statistics/integration_test.go b/statistics/integration_test.go
index 494d5204191f0..05c8ed9ac98a2 100644
--- a/statistics/integration_test.go
+++ b/statistics/integration_test.go
@@ -771,3 +771,19 @@ func TestIndexJoinInnerRowCountUpperBound(t *testing.T) {
 		"    └─TableRowIDScan 1000000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
 	))
 }
+
+func TestIssue44369(t *testing.T) {
+	store, dom := testkit.CreateMockStoreAndDomain(t)
+	h := dom.StatsHandle()
+	tk := testkit.NewTestKit(t, store)
+	tk.MustExec("use test")
+	tk.MustExec("create table t(a int, b int, index iab(a,b));")
+	require.NoError(t, h.HandleDDLEvent(<-h.DDLEventCh()))
+	tk.MustExec("insert into t value(1,1);")
+	require.NoError(t, h.DumpStatsDeltaToKV(handle.DumpAll))
+	tk.MustExec("analyze table t;")
+	is := dom.InfoSchema()
+	require.NoError(t, h.Update(is))
+	tk.MustExec("alter table t rename column b to bb;")
+	tk.MustExec("select * from t where a = 10 and bb > 20;")
+}
diff --git a/statistics/selectivity_test.go b/statistics/selectivity_test.go
index 3cd5211fc1c8d..fca2f9261c632 100644
--- a/statistics/selectivity_test.go
+++ b/statistics/selectivity_test.go
@@ -574,7 +574,7 @@ func TestSelectivity(t *testing.T) {
 		sel := p.(plannercore.LogicalPlan).Children()[0].(*plannercore.LogicalSelection)
 		ds := sel.Children()[0].(*plannercore.DataSource)
 
-		histColl := statsTbl.GenerateHistCollFromColumnInfo(ds.Columns, ds.Schema().Columns)
+		histColl := statsTbl.GenerateHistCollFromColumnInfo(ds.TableInfo(), ds.Schema().Columns)
 
 		ratio, _, err := histColl.Selectivity(sctx, sel.Conditions, nil)
 		require.NoErrorf(t, err, "for %s", tt.exprs)
@@ -687,7 +687,7 @@ func TestDNFCondSelectivity(t *testing.T) {
 		sel := p.(plannercore.LogicalPlan).Children()[0].(*plannercore.LogicalSelection)
 		ds := sel.Children()[0].(*plannercore.DataSource)
 
-		histColl := statsTbl.GenerateHistCollFromColumnInfo(ds.Columns, ds.Schema().Columns)
+		histColl := statsTbl.GenerateHistCollFromColumnInfo(ds.TableInfo(), ds.Schema().Columns)
 
 		ratio, _, err := histColl.Selectivity(sctx, sel.Conditions, nil)
 		require.NoErrorf(t, err, "error %v, for expr %s", err, tt)
diff --git a/statistics/table.go b/statistics/table.go
index d1461c290819e..15bcd6af535fc 100644
--- a/statistics/table.go
+++ b/statistics/table.go
@@ -845,19 +845,13 @@ func (coll *HistColl) ID2UniqueID(columns []*expression.Column) *HistColl {
 }
 
 // GenerateHistCollFromColumnInfo generates a new HistColl whose ColID2IdxIDs and IdxID2ColIDs is built from the given parameter.
-func (coll *HistColl) GenerateHistCollFromColumnInfo(infos []*model.ColumnInfo, columns []*expression.Column) *HistColl {
+func (coll *HistColl) GenerateHistCollFromColumnInfo(tblInfo *model.TableInfo, columns []*expression.Column) *HistColl {
 	newColHistMap := make(map[int64]*Column)
 	colInfoID2UniqueID := make(map[int64]int64, len(columns))
-	colNames2UniqueID := make(map[string]int64)
+	idxID2idxInfo := make(map[int64]*model.IndexInfo)
 	for _, col := range columns {
 		colInfoID2UniqueID[col.ID] = col.UniqueID
 	}
-	for _, colInfo := range infos {
-		uniqueID, ok := colInfoID2UniqueID[colInfo.ID]
-		if ok {
-			colNames2UniqueID[colInfo.Name.L] = uniqueID
-		}
-	}
 	for id, colHist := range coll.Columns {
 		uniqueID, ok := colInfoID2UniqueID[id]
 		// Collect the statistics by the given columns.
@@ -865,13 +859,20 @@ func (coll *HistColl) GenerateHistCollFromColumnInfo(infos []*model.ColumnInfo,
 			newColHistMap[uniqueID] = colHist
 		}
 	}
+	for _, idxInfo := range tblInfo.Indices {
+		idxID2idxInfo[idxInfo.ID] = idxInfo
+	}
 	newIdxHistMap := make(map[int64]*Index)
 	idx2Columns := make(map[int64][]int64)
 	colID2IdxIDs := make(map[int64][]int64)
-	for _, idxHist := range coll.Indices {
-		ids := make([]int64, 0, len(idxHist.Info.Columns))
-		for _, idxCol := range idxHist.Info.Columns {
-			uniqueID, ok := colNames2UniqueID[idxCol.Name.L]
+	for id, idxHist := range coll.Indices {
+		idxInfo := idxID2idxInfo[id]
+		if idxInfo == nil {
+			continue
+		}
+		ids := make([]int64, 0, len(idxInfo.Columns))
+		for _, idxCol := range idxInfo.Columns {
+			uniqueID, ok := colInfoID2UniqueID[tblInfo.Columns[idxCol.Offset].ID]
 			if !ok {
 				break
 			}